Overview

Dataset info

Number of variables36
Number of observations2692
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory757.2 KiB
Average record size in memory288.0 B

Variables types

Numeric16
Categorical5
Boolean6
Date0
URL0
Text (Unique)0
Rejected9
Unsupported0

Warnings

All.Star has 2617 (97.2%) zeros Zeros
All_NBA is highly correlated with All.Star (ρ = 0.9387392833) Rejected
Assits.per.Game has 1312 (48.7%) zeros Zeros
AST has 1309 (48.6%) zeros Zeros
BPM has 1284 (47.7%) zeros Zeros
College has a high cardinality: 436 distinct values Warning
Exec_ID is highly correlated with df_index (ρ = 0.9975613876) Rejected
Executive has a high cardinality: 159 distinct values Warning
FG_Percentage has 1287 (47.8%) zeros Zeros
FT_Percentage is highly correlated with FG_Percentage (ρ = 0.9127915216) Rejected
Games has 1272 (47.3%) zeros Zeros
Minutes.per.Game has 1273 (47.3%) zeros Zeros
Minutes.Played is highly correlated with Games (ρ = 0.9680926202) Rejected
Player has a high cardinality: 2660 distinct values Warning
Points.per.Game is highly correlated with Minutes.per.Game (ρ = 0.9536746285) Rejected
PTS is highly correlated with Minutes.Played (ρ = 0.9666376304) Rejected
Tenure has a high cardinality: 208 distinct values Warning
TP_Percentage has 1669 (62.0%) zeros Zeros
TRB has 1281 (47.6%) zeros Zeros
TRB.per.game has 1281 (47.6%) zeros Zeros
Unnamed_0 is highly correlated with Exec_ID (ρ = 0.9975613876) Rejected
VORP has 1372 (51.0%) zeros Zeros
Win.Share is highly correlated with VORP (ρ = 0.919729959) Rejected
WS_per_game has 1277 (47.4%) zeros Zeros
Yrs is highly correlated with Minutes.Played (ρ = 0.9224896703) Rejected

Variables

All.Star
Numeric

Distinct count15
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.161218425
Minimum0
Maximum18
Zeros (%)97.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum18
Range18
Interquartile range0

Descriptive statistics

Standard deviation1.132610302
Coef of variation7.025315512
Kurtosis83.07011115
Mean0.161218425
MAD0.3134536539
Skewness8.549774796
Sum434
Variance1.282806096
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=15)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 11.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2617 97.2%
 
2 12 0.4%
 
5 10 0.4%
 
3 7 0.3%
 
7 6 0.2%
 
1 6 0.2%
 
6 6 0.2%
 
4 6 0.2%
 
9 5 0.2%
 
12 4 0.1%
 
Other values (5) 13 0.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2617 97.2%
 
1 6 0.2%
 
2 12 0.4%
 
3 7 0.3%
 
4 6 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
18 1 < 0.1%
 
15 1 < 0.1%
 
12 4 0.1%
 
11 3 0.1%
 
10 4 0.1%
 

All_NBA
Highly correlated

This variable is highly correlated with All.Star and should be ignored for analysis

Correlation0.9387392833

Assits.per.Game
Numeric

Distinct count78
Unique (%)2.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.8164561664
Minimum0
Maximum10.5
Zeros (%)48.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.1
Q31.1
95-th percentile3.6
Maximum10.5
Range10.5
Interquartile range1.1

Descriptive statistics

Standard deviation1.334149832
Coef of variation1.634074048
Kurtosis8.029190714
Mean0.8164561664
MAD0.9310744344
Skewness2.539345344
Sum2197.9
Variance1.779955775
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.05 0.25 1.05 1.65 2.35 3.35 4.05 6.15 10.5 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1312 48.7%
 
0.5 85 3.2%
 
0.4 77 2.9%
 
0.3 76 2.8%
 
0.6 73 2.7%
 
0.8 72 2.7%
 
0.7 71 2.6%
 
1 62 2.3%
 
0.9 62 2.3%
 
1.4 55 2.0%
 
Other values (68) 747 27.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1312 48.7%
 
0.1 37 1.4%
 
0.2 52 1.9%
 
0.3 76 2.8%
 
0.4 77 2.9%
 

Maximum 5 values

ValueCountFrequency (%) 
10.5 1 < 0.1%
 
9.9 1 < 0.1%
 
8.7 2 0.1%
 
8.5 1 < 0.1%
 
8.3 2 0.1%
 

AST
Numeric

Distinct count801
Unique (%)29.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean424.5902675
Minimum0
Maximum15806
Zeros (%)48.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median2
Q3281
95-th percentile2449.4
Maximum15806
Range15806
Interquartile range281

Descriptive statistics

Standard deviation1078.675878
Coef of variation2.540510136
Kurtosis36.76829389
Mean424.5902675
MAD601.0338392
Skewness4.925264777
Sum1142997
Variance1163541.65
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 1.1500e+01 3.9500e+01 ... 1.8780e+03 3.0115e+03 4.3160e+03 7.1275e+03 1.5806e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1309 48.6%
 
1 29 1.1%
 
2 24 0.9%
 
5 18 0.7%
 
3 16 0.6%
 
4 12 0.4%
 
7 11 0.4%
 
29 10 0.4%
 
6 10 0.4%
 
10 10 0.4%
 
Other values (791) 1243 46.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1309 48.6%
 
1 29 1.1%
 
2 24 0.9%
 
3 16 0.6%
 
4 12 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
15806 1 < 0.1%
 
12091 1 < 0.1%
 
10335 1 < 0.1%
 
10334 1 < 0.1%
 
8966 1 < 0.1%
 

attend_college
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
1
2479
0
 
213
ValueCountFrequency (%) 
1 2479 92.1%
 
0 213 7.9%
 

BPM
Numeric

Distinct count202
Unique (%)7.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1.466827637
Minimum-53.6
Maximum19.6
Zeros (%)47.7%
Mini histogram

Quantile statistics

Minimum-53.6
5-th percentile-6.9
Q1-2.5
Median0
Q30
95-th percentile1.4
Maximum19.6
Range73.2
Interquartile range2.5

Descriptive statistics

Standard deviation3.520866698
Coef of variation-2.400327488
Kurtosis39.82429214
Mean-1.466827637
MAD2.247891088
Skewness-4.190720399
Sum-3948.7
Variance12.39650231
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-5.360e+01 -2.475e+01 -1.215e+01 -8.850e+00 -6.650e+00 ... 5.000e-02 1.550e+00 3.650e+00 7.450e+00 1.960e+01], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1284 47.7%
 
-2.8 24 0.9%
 
-2.2 24 0.9%
 
-1.8 24 0.9%
 
-2.1 23 0.9%
 
-0.1 23 0.9%
 
-3.8 22 0.8%
 
-2.9 21 0.8%
 
-2.3 21 0.8%
 
-0.9 21 0.8%
 
Other values (192) 1205 44.8%
 

Minimum 5 values

ValueCountFrequency (%) 
-53.6 1 < 0.1%
 
-43.5 1 < 0.1%
 
-38.4 1 < 0.1%
 
-37.4 1 < 0.1%
 
-27.8 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
19.6 1 < 0.1%
 
11 1 < 0.1%
 
9.2 1 < 0.1%
 
7.5 1 < 0.1%
 
7.4 2 0.1%
 

College
Categorical

Distinct count436
Unique (%)16.2%
Missing (%)0.0%
Missing (n)0
0
 
213
University of Kentucky
 
47
University of North Carolina
 
45
Other values (433)
2387
ValueCountFrequency (%) 
0 213 7.9%
 
University of Kentucky 47 1.7%
 
University of North Carolina 45 1.7%
 
Duke University 42 1.6%
 
University of California, Los Angeles 41 1.5%
 
University of Arizona 35 1.3%
 
University of Kansas 31 1.2%
 
Michigan State University 29 1.1%
 
Syracuse University 29 1.1%
 
Indiana University 27 1.0%
 
Other values (426) 2153 80.0%
 
Max length58
Mean length22.37518574
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

df_index
Numeric

Distinct count2692
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1994.127786
Minimum0
Maximum3960
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile214.1
Q11003.5
Median1999.5
Q32988.25
95-th percentile3748.45
Maximum3960
Range3960
Interquartile range1984.75

Descriptive statistics

Standard deviation1135.98985
Coef of variation0.56966753
Kurtosis-1.201877346
Mean1994.127786
MAD983.4691596
Skewness-0.01441002529
Sum5368192
Variance1290472.94
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 3960.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2045 1 < 0.1%
 
3339 1 < 0.1%
 
1302 1 < 0.1%
 
3349 1 < 0.1%
 
3347 1 < 0.1%
 
1298 1 < 0.1%
 
3345 1 < 0.1%
 
3343 1 < 0.1%
 
1294 1 < 0.1%
 
1292 1 < 0.1%
 
Other values (2682) 2682 99.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
5 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3960 1 < 0.1%
 
3956 1 < 0.1%
 
3954 1 < 0.1%
 
3953 1 < 0.1%
 
3952 1 < 0.1%
 

Draft_Yr
Numeric

Distinct count40
Unique (%)1.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1989.907875
Minimum1976
Maximum2015
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1976
5-th percentile1977
Q11981
Median1985
Q31999
95-th percentile2012
Maximum2015
Range39
Interquartile range18

Descriptive statistics

Standard deviation11.52802078
Coef of variation0.005793243458
Kurtosis-0.7578472546
Mean1989.907875
MAD9.905895847
Skewness0.7491956901
Sum5356832
Variance132.8952631
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=40)
Histogram
Histogram with variable size bins (bins=[1976. 1976.5 1977.5 1984.5 1987.5 2014.5 2015. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1984 156 5.8%
 
1982 154 5.7%
 
1983 150 5.6%
 
1981 147 5.5%
 
1978 143 5.3%
 
1980 134 5.0%
 
1979 126 4.7%
 
1985 121 4.5%
 
1986 116 4.3%
 
1987 112 4.2%
 
Other values (30) 1333 49.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1976 112 4.2%
 
1977 107 4.0%
 
1978 143 5.3%
 
1979 126 4.7%
 
1980 134 5.0%
 

Maximum 5 values

ValueCountFrequency (%) 
2015 39 1.4%
 
2014 42 1.6%
 
2013 48 1.8%
 
2012 42 1.6%
 
2011 43 1.6%
 

Exec_draft_exp
Numeric

Distinct count25
Unique (%)0.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.15936107
Minimum1
Maximum25
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median4
Q37
95-th percentile14
Maximum25
Range24
Interquartile range5

Descriptive statistics

Standard deviation4.333060368
Coef of variation0.839844374
Kurtosis2.126516036
Mean5.15936107
MAD3.340449055
Skewness1.462286538
Sum13889
Variance18.77541215
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=25)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 3.5 5.5 6.5 9.5 12.5 14.5 19.5 25. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 530 19.7%
 
2 396 14.7%
 
3 320 11.9%
 
4 270 10.0%
 
5 230 8.5%
 
6 174 6.5%
 
7 139 5.2%
 
8 125 4.6%
 
9 112 4.2%
 
10 80 3.0%
 
Other values (15) 316 11.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1 530 19.7%
 
2 396 14.7%
 
3 320 11.9%
 
4 270 10.0%
 
5 230 8.5%
 

Maximum 5 values

ValueCountFrequency (%) 
25 1 < 0.1%
 
24 4 0.1%
 
23 3 0.1%
 
22 3 0.1%
 
21 8 0.3%
 

Exec_ID
Highly correlated

This variable is highly correlated with df_index and should be ignored for analysis

Correlation0.9975613876

Executive
Categorical

Distinct count159
Unique (%)5.9%
Missing (%)0.0%
Missing (n)0
Jerry Colangelo
 
91
Pat Williams
 
88
Bob Ferry
 
81
Other values (156)
2432
ValueCountFrequency (%) 
Jerry Colangelo 91 3.4%
 
Pat Williams 88 3.3%
 
Bob Ferry 81 3.0%
 
Norm Sonju 79 2.9%
 
Don Nelson 74 2.7%
 
Al Attles 69 2.6%
 
Red Auerbach 66 2.5%
 
Bob Bass 66 2.5%
 
Ray Patterson 61 2.3%
 
Rod Thorn 59 2.2%
 
Other values (149) 1958 72.7%
 
Max length25
Mean length11.71173848
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

FG_Percentage
Numeric

Distinct count289
Unique (%)10.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.2300653789
Minimum0
Maximum1
Zeros (%)47.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.313
Q30.444
95-th percentile0.51345
Maximum1
Range1
Interquartile range0.444

Descriptive statistics

Standard deviation0.2267131719
Coef of variation0.9854293288
Kurtosis-1.647625985
Mean0.2300653789
MAD0.2203876645
Skewness0.09616876084
Sum619.336
Variance0.05139886232
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.028 0.195 0.279 0.3315 ... 0.5155 0.5465 0.5825 0.6795 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1287 47.8%
 
0.5 19 0.7%
 
0.417 18 0.7%
 
0.435 18 0.7%
 
0.412 17 0.6%
 
0.333 17 0.6%
 
0.438 17 0.6%
 
0.431 17 0.6%
 
0.444 16 0.6%
 
0.459 16 0.6%
 
Other values (279) 1250 46.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1287 47.8%
 
0.056 1 < 0.1%
 
0.125 1 < 0.1%
 
0.143 1 < 0.1%
 
0.182 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.2%
 
0.714 1 < 0.1%
 
0.692 1 < 0.1%
 
0.667 5 0.2%
 
0.644 1 < 0.1%
 

fifth_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
2649
1
 
43
ValueCountFrequency (%) 
0 2649 98.4%
 
1 43 1.6%
 

first_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
2653
1
 
39
ValueCountFrequency (%) 
0 2653 98.6%
 
1 39 1.4%
 

fourth_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
2650
1
 
42
ValueCountFrequency (%) 
0 2650 98.4%
 
1 42 1.6%
 

FT_Percentage
Highly correlated

This variable is highly correlated with FG_Percentage and should be ignored for analysis

Correlation0.9127915216

Games
Numeric

Distinct count699
Unique (%)26.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean185.2678306
Minimum0
Maximum1611
Zeros (%)47.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median8
Q3260
95-th percentile875
Maximum1611
Range1611
Interquartile range260

Descriptive statistics

Standard deviation299.5681705
Coef of variation1.616946501
Kurtosis2.156989133
Mean185.2678306
MAD231.2696104
Skewness1.735754451
Sum498741
Variance89741.08878
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 8.5000e+00 8.4500e+01 1.5800e+02 3.0800e+02 8.9400e+02 1.1085e+03 1.3210e+03 1.6110e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1272 47.3%
 
8 14 0.5%
 
2 14 0.5%
 
7 14 0.5%
 
1 11 0.4%
 
6 11 0.4%
 
82 10 0.4%
 
3 9 0.3%
 
24 9 0.3%
 
4 9 0.3%
 
Other values (689) 1319 49.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1272 47.3%
 
1 11 0.4%
 
2 14 0.5%
 
3 9 0.3%
 
4 9 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1611 1 < 0.1%
 
1504 1 < 0.1%
 
1424 1 < 0.1%
 
1391 1 < 0.1%
 
1389 1 < 0.1%
 

Minutes.per.Game
Numeric

Distinct count343
Unique (%)12.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.231872214
Minimum0
Maximum39
Zeros (%)47.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median4.8
Q317.5
95-th percentile30.545
Maximum39
Range39
Interquartile range17.5

Descriptive statistics

Standard deviation10.76171534
Coef of variation1.165713204
Kurtosis-0.6728746886
Mean9.231872214
MAD9.373333072
Skewness0.7947825135
Sum24852.2
Variance115.814517
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.15 4.75 23.05 28.75 36.05 39. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1273 47.3%
 
10.7 13 0.5%
 
9.9 11 0.4%
 
11.1 10 0.4%
 
9.6 10 0.4%
 
13.2 9 0.3%
 
16 9 0.3%
 
13.5 9 0.3%
 
9.4 9 0.3%
 
13.9 9 0.3%
 
Other values (333) 1330 49.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1273 47.3%
 
1 1 < 0.1%
 
1.2 1 < 0.1%
 
1.3 1 < 0.1%
 
1.5 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
39 1 < 0.1%
 
38.4 1 < 0.1%
 
36.8 1 < 0.1%
 
36.7 1 < 0.1%
 
36.5 1 < 0.1%
 

Minutes.Played
Highly correlated

This variable is highly correlated with Games and should be ignored for analysis

Correlation0.9680926202

Pk
Numeric

Distinct count228
Unique (%)8.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean70.94167905
Minimum1
Maximum228
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile5.55
Q125
Median50
Q3111
95-th percentile190
Maximum228
Range227
Interquartile range86

Descriptive statistics

Standard deviation58.32530871
Coef of variation0.8221585603
Kurtosis-0.3235034455
Mean70.94167905
MAD48.86484333
Skewness0.8859681877
Sum190975
Variance3401.841636
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1. 53.5 60.5 163.5 215.5 228. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
17 32 1.2%
 
4 32 1.2%
 
48 32 1.2%
 
16 31 1.2%
 
19 31 1.2%
 
23 31 1.2%
 
26 31 1.2%
 
35 30 1.1%
 
47 30 1.1%
 
25 30 1.1%
 
Other values (218) 2382 88.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 23 0.9%
 
2 24 0.9%
 
3 29 1.1%
 
4 32 1.2%
 
5 27 1.0%
 

Maximum 5 values

ValueCountFrequency (%) 
228 1 < 0.1%
 
227 1 < 0.1%
 
226 1 < 0.1%
 
225 2 0.1%
 
224 2 0.1%
 

Player
Categorical

Distinct count2660
Unique (%)98.8%
Missing (%)0.0%
Missing (n)0
Charles Jones
 
4
Sam Clancy
 
2
Keith Smith
 
2
Other values (2657)
2684
ValueCountFrequency (%) 
Charles Jones 4 0.1%
 
Sam Clancy 2 0.1%
 
Keith Smith 2 0.1%
 
Ron Davis 2 0.1%
 
Larry Johnson 2 0.1%
 
Mike Williams 2 0.1%
 
Tony Brown 2 0.1%
 
Anthony Jones 2 0.1%
 
Greg Grant 2 0.1%
 
Corey Brewer 2 0.1%
 
Other values (2650) 2670 99.2%
 
Max length24
Mean length12.48885587
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Points.per.Game
Highly correlated

This variable is highly correlated with Minutes.per.Game and should be ignored for analysis

Correlation0.9536746285

PTS
Highly correlated

This variable is highly correlated with Minutes.Played and should be ignored for analysis

Correlation0.9666376304

second_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
2650
1
 
42
ValueCountFrequency (%) 
0 2650 98.4%
 
1 42 1.6%
 

Team
Categorical

Distinct count30
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
CHI
 
133
PHI
 
125
ATL
 
124
Other values (27)
2310
ValueCountFrequency (%) 
CHI 133 4.9%
 
PHI 125 4.6%
 
ATL 124 4.6%
 
PHO 123 4.6%
 
POR 123 4.6%
 
BOS 120 4.5%
 
DET 117 4.3%
 
LAC 108 4.0%
 
OKC 108 4.0%
 
CLE 108 4.0%
 
Other values (20) 1503 55.8%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Tenure
Categorical

Distinct count208
Unique (%)7.7%
Missing (%)0.0%
Missing (n)0
9550 days 00:00:00.000000000
 
91
6208 days 00:00:00.000000000
 
81
4335 days 00:00:00.000000000
 
80
Other values (205)
2440
ValueCountFrequency (%) 
9550 days 00:00:00.000000000 91 3.4%
 
6208 days 00:00:00.000000000 81 3.0%
 
4335 days 00:00:00.000000000 80 3.0%
 
3641 days 00:00:00.000000000 68 2.5%
 
12493 days 00:00:00.000000000 66 2.5%
 
5859 days 00:00:00.000000000 63 2.3%
 
6417 days 00:00:00.000000000 61 2.3%
 
5425 days 00:00:00.000000000 57 2.1%
 
4556 days 00:00:00.000000000 52 1.9%
 
3740 days 00:00:00.000000000 52 1.9%
 
Other values (198) 2021 75.1%
 
Max length29
Mean length27.89338782
Min length26
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

third_year
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
2644
1
 
48
ValueCountFrequency (%) 
0 2644 98.2%
 
1 48 1.8%
 

TP_Percentage
Numeric

Distinct count288
Unique (%)10.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1096883358
Minimum0
Maximum1
Zeros (%)62.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.255
95-th percentile0.375
Maximum1
Range1
Interquartile range0.255

Descriptive statistics

Standard deviation0.1565597485
Coef of variation1.427314467
Kurtosis1.821679911
Mean0.1096883358
MAD0.1375033018
Skewness1.2628439
Sum295.281
Variance0.02451095485
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.015 0.0465 0.1415 0.144 ... 0.3755 0.4045 0.43 0.55 1. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1669 62.0%
 
0.25 28 1.0%
 
0.2 25 0.9%
 
0.333 23 0.9%
 
0.167 19 0.7%
 
0.143 14 0.5%
 
0.222 12 0.4%
 
0.34 12 0.4%
 
0.36 12 0.4%
 
0.3 11 0.4%
 
Other values (278) 867 32.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1669 62.0%
 
0.03 1 < 0.1%
 
0.037 2 0.1%
 
0.038 1 < 0.1%
 
0.042 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 8 0.3%
 
0.667 1 < 0.1%
 
0.6 1 < 0.1%
 
0.5 10 0.4%
 
0.467 1 < 0.1%
 

TRB
Numeric

Distinct count976
Unique (%)36.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean779.2663447
Minimum0
Maximum14715
Zeros (%)47.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median7
Q3752
95-th percentile4116.1
Maximum14715
Range14715
Interquartile range752

Descriptive statistics

Standard deviation1674.883005
Coef of variation2.149307507
Kurtosis15.32413179
Mean779.2663447
MAD1062.765537
Skewness3.45561674
Sum2097785
Variance2805233.079
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 4.5000e+00 3.7500e+01 9.6000e+01 ... 1.8395e+03 2.8260e+03 4.4970e+03 7.6520e+03 1.4715e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1281 47.6%
 
4 16 0.6%
 
3 13 0.5%
 
1 12 0.4%
 
10 10 0.4%
 
7 9 0.3%
 
2 8 0.3%
 
13 8 0.3%
 
68 7 0.3%
 
65 6 0.2%
 
Other values (966) 1322 49.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1281 47.6%
 
1 12 0.4%
 
2 8 0.3%
 
3 13 0.5%
 
4 16 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
14715 1 < 0.1%
 
13748 1 < 0.1%
 
13099 1 < 0.1%
 
13017 1 < 0.1%
 
12546 1 < 0.1%
 

TRB.per.game
Numeric

Distinct count104
Unique (%)3.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.600928678
Minimum0
Maximum13.1
Zeros (%)47.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.7
Q32.7
95-th percentile6
Maximum13.1
Range13.1
Interquartile range2.7

Descriptive statistics

Standard deviation2.12385783
Coef of variation1.32664113
Kurtosis2.549718383
Mean1.600928678
MAD1.674707625
Skewness1.570437045
Sum4309.7
Variance4.510772084
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.05 0.25 0.85 2.85 3.55 5.45 7.55 10.05 13.1 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1281 47.6%
 
1 48 1.8%
 
1.3 48 1.8%
 
2.8 42 1.6%
 
1.5 40 1.5%
 
1.8 38 1.4%
 
1.4 37 1.4%
 
2.2 37 1.4%
 
1.7 36 1.3%
 
1.2 36 1.3%
 
Other values (94) 1049 39.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1281 47.6%
 
0.1 1 < 0.1%
 
0.2 3 0.1%
 
0.3 9 0.3%
 
0.4 10 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
13.1 1 < 0.1%
 
12.7 1 < 0.1%
 
11.7 1 < 0.1%
 
11.1 1 < 0.1%
 
10.9 1 < 0.1%
 

Unnamed_0
Highly correlated

This variable is highly correlated with Exec_ID and should be ignored for analysis

Correlation0.9975613876

VORP
Numeric

Distinct count309
Unique (%)11.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.276114413
Minimum-8.3
Maximum108.6
Zeros (%)51.0%
Mini histogram

Quantile statistics

Minimum-8.3
5-th percentile-1.5
Q1-0.1
Median0
Q30
95-th percentile15.845
Maximum108.6
Range116.9
Interquartile range0.1

Descriptive statistics

Standard deviation8.550285258
Coef of variation3.756527004
Kurtosis38.84579464
Mean2.276114413
MAD4.205600298
Skewness5.428160416
Sum6127.3
Variance73.10737798
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ -8.3 -4.5 -3.25 -1.55 -1.05 ... 5.85 14.35 36.75 45.4 108.6 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1372 51.0%
 
-0.1 99 3.7%
 
-0.2 90 3.3%
 
-0.3 68 2.5%
 
-0.4 50 1.9%
 
-0.5 44 1.6%
 
-0.6 34 1.3%
 
-0.7 34 1.3%
 
-1 31 1.2%
 
-0.9 30 1.1%
 
Other values (299) 840 31.2%
 

Minimum 5 values

ValueCountFrequency (%) 
-8.3 1 < 0.1%
 
-8 1 < 0.1%
 
-7.4 1 < 0.1%
 
-6.7 1 < 0.1%
 
-6.6 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
108.6 1 < 0.1%
 
93.5 1 < 0.1%
 
80.9 1 < 0.1%
 
79.7 1 < 0.1%
 
78.2 1 < 0.1%
 

Win.Share
Highly correlated

This variable is highly correlated with VORP and should be ignored for analysis

Correlation0.919729959

WS_per_game
Numeric

Distinct count319
Unique (%)11.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.02879643388
Minimum-1.264
Maximum1.367
Zeros (%)47.4%
Mini histogram

Quantile statistics

Minimum-1.264
5-th percentile-0.03045
Q10
Median0
Q30.069
95-th percentile0.134
Maximum1.367
Range2.631
Interquartile range0.069

Descriptive statistics

Standard deviation0.07914691579
Coef of variation2.748497127
Kurtosis75.5980352
Mean0.02879643388
MAD0.04821570379
Skewness-1.504284502
Sum77.52
Variance0.006264234279
Memory size21.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.264e+00 -3.760e-01 -1.665e-01 -5.050e-02 -5.000e-04 ... 1.555e-01 1.795e-01 2.240e-01 3.515e-01 1.367e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1277 47.4%
 
0.074 16 0.6%
 
0.08 15 0.6%
 
0.101 15 0.6%
 
0.078 15 0.6%
 
0.093 15 0.6%
 
0.064 15 0.6%
 
0.079 15 0.6%
 
0.06 14 0.5%
 
0.069 14 0.5%
 
Other values (309) 1281 47.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.264 1 < 0.1%
 
-0.894 1 < 0.1%
 
-0.795 1 < 0.1%
 
-0.667 1 < 0.1%
 
-0.638 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.367 1 < 0.1%
 
0.627 1 < 0.1%
 
0.36 1 < 0.1%
 
0.343 1 < 0.1%
 
0.309 1 < 0.1%
 

Yrs
Highly correlated

This variable is highly correlated with Minutes.Played and should be ignored for analysis

Correlation0.9224896703

Correlations

Missing values

Sample

First rows

All.StarAll_NBAAssits.per.GameASTattend_collegeBPMCollegedf_indexDraft_YrExec_draft_expExec_IDExecutiveFG_Percentagefifth_yearfirst_yearfourth_yearFT_PercentageGamesMinutes.per.GameMinutes.PlayedPkPlayerPoints.per.GamePTSsecond_yearTeamTenurethird_yearTP_PercentageTRBTRB.per.gameUnnamed_0VORPWin.ShareWS_per_gameYrs
0000.0010.0George Washington University363319793147Slick Leonard0.0000000.00000.00157Brian Magid0.000IND1986 days 00:00:00.00000000000.00000.036340.00.00.0000
1000.0010.0University of California19231980576Jerry Colangelo0.0000000.00000.0065Doug TRUE0.000PHO9550 days 00:00:00.00000000000.00000.019240.00.00.0000
2000.6451-3.2University of Missouri16521978366Harry Glickman0.4100000.724808.6688110Clay Johnson2.82240POR4155 days 00:00:00.00000000000.333931.21653-0.20.70.0463
3000.0010.0University of Tennessee72198271Al Attles0.0000000.00000.00198Nick Morken0.000GSW3641 days 00:00:00.00000000000.00000.0730.00.00.0000
4002.89671-3.9Cleveland State University15232011359Gar Forman0.4091000.74134722.7789328Norris Cole7.124630CHI2689 days 00:00:00.00000000000.3266912.01524-3.83.10.0195
5001.3411-2.5Duke University9431982136Dave DeBusschere0.3630000.6563110.432134Vince Taylor3.1950NYK1324 days 00:00:00.00000000000.000361.29440.00.10.0091
6000.63971-1.7Indiana University306519958125Pete Babcock0.4690000.63965221.11378016Alan Henderson7.850940ATL4795 days 00:00:00.00000000000.19232495.030661.128.00.09712
7000.0010.0Rutgers University23811987190John Nash0.0000000.00000.0062Eric Riggins0.000PHI1449 days 00:00:00.00000000000.00000.023820.00.00.0000
8001.14591-2.9University of Georgia391220035160Wes Unseld0.4150000.79842723.2989810Jarvis Hayes8.335530WAS54 days 00:00:00.00000000000.35613303.13913-2.210.20.0497
9000.0010.0Washington State University352519801141Ron Hrovat0.0000000.00000.0053Stuart House0.000CLE326 days 00:00:00.00000000000.00000.035260.00.00.0000

Last rows

All.StarAll_NBAAssits.per.GameASTattend_collegeBPMCollegedf_indexDraft_YrExec_draft_expExec_IDExecutiveFG_Percentagefifth_yearfirst_yearfourth_yearFT_PercentageGamesMinutes.per.GameMinutes.PlayedPkPlayerPoints.per.GamePTSsecond_yearTeamTenurethird_yearTP_PercentageTRBTRB.per.gameUnnamed_0VORPWin.ShareWS_per_gameYrs
2682002.0158302.103611200213146Scott Layden0.5440000.66580428.3227357Nene Hilario12.298090NYK1595 days 00:00:00.00000000000.10352476.5361223.465.20.13814
2683000.81531-1.3Kansas State University142520081556Ernie Grunfeld0.4460000.76018116.7301647Bill Walker6.010790WAS4841 days 00:00:00.00000000000.3694012.214260.55.00.0795
2684001.01341-6.2University of Nevada, Las Vegas18551988472Jan Volk0.4210000.74612912.6162574Gerald Paddio5.57150BOS2150 days 00:00:00.00000000000.2421841.41856-1.70.10.0023
2685000.0010.0Oklahoma State University4471980514Bob Ferry0.0000000.00000.00207Don Youman0.000WAS6208 days 00:00:00.00000000000.00000.04480.00.00.0000
2686002.02119.6University of Rhode Island15891998263Glen Grunwald1.0000000.50013.0347Tyson Wheeler4.040TOR2324 days 00:00:00.00000000001.00000.015900.00.11.3671
2687002.214201-2.2New Mexico State University20961991278Jerry Reynolds0.4170000.69165517.61153331Randy Brown4.831480SAC1625 days 00:00:00.00000000000.20011731.82097-0.511.00.04612
2688000.9981-5.2Loyola Marymount University13571990555Elgin Baylor0.3860000.72810512.713368Bo Kimble5.55740LAC8211 days 00:00:00.00000000000.2911621.51358-1.10.10.0043
2689000.81171-3.8University of Texas at Austin182019901170Jack McCloskey0.4360000.6671427.4104526Lance Blanks2.02890DET4556 days 00:00:00.00000000000.2531100.81821-0.50.70.0313
2690000.0010.0Appalachian State University17361979168Irv Kaze0.0000000.00000.00158Renaldo Lawrence0.000LAC688 days 00:00:00.00000000000.00000.017370.00.00.0000
2691000.0010.0Princeton University331219849132Red Auerbach0.0000000.00000.0093Kevin Mullin0.000BOS12493 days 00:00:00.00000000000.00000.033130.00.00.0000